{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Solaris Multimodal Preprocessing Library\n",
    "# Tutorial Part 1: Pipelines"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Preprocessing imagery for geospatial deep learning can involve many steps.  Tiling large images into manageably-sized tiles, as can be done with the `solaris` `tile` subpackage, is one important step.  However, it is often necessary or desirable to modify the imagery itself to bring out key features or combine data from multiple sources.  To do that, the `solaris` `preproc` subpackage provides a powerful syntax for executing image processing workflows.\n",
    "\n",
    "The `preproc` subpackage contains more than 60 classes, each of which does some specific data manipulation task.  By connecting them together, the user can build out image processing tasks of arbitrary complexity.  The syntax for doing so uses only two symbols: the `*` symbol to create pipelines, and the `+` symbol for data branching.  These are further discussed below.\n",
    "\n",
    "The classes can work together like this because they are all subclasses of the `PipeSegment` base class, which handles all the details behind the scenes.  For example, intermediate results are stored in RAM (making the library RAM-intensive but quite fast) and these intermediate results are deleted as soon as they are no longer needed.  In this functional programming approach, the user just specifies what data processing he or she wants to happen, and the implementation is taken care of automatically.\n",
    "\n",
    "This tutorial will show different ways of using the `preproc` subpackage with three realistic examples.  In the first example, a pipeline will be created to compute an image's normalized difference vegetation index.  In the second example, a workflow with branching will be created to do pansharpening.  In the final example, complex synthetic aperture radar data will be processed into readily-interpretable imagery."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/sol/conda/envs/solaris/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
      "/home/sol/conda/envs/solaris/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
      "/home/sol/conda/envs/solaris/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:528: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
      "/home/sol/conda/envs/solaris/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:529: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
      "/home/sol/conda/envs/solaris/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:530: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
      "/home/sol/conda/envs/solaris/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:535: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import os\n",
    "\n",
    "import solaris.preproc.pipesegment as pipesegment\n",
    "import solaris.preproc.image as image\n",
    "import solaris.preproc.sar as sar\n",
    "import solaris.preproc.optical as optical\n",
    "import solaris.preproc.label as label\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [4, 4]\n",
    "datadir = '../../../solaris/data/preproc_tutorial'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 1: A Simple Pipeline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the first example, let's create an image processing pipeline that will take a multispectral image and generate its normalized difference vegetation index (NDVI), a measurement that shows where the plants are.  It helps to start by picturing the task as a flowchart:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"../../../solaris/data/preproc_tutorial/example1flowchart.png\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a pipeline where the output of each block is fed in as the input to the next block.  Here's the code:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<solaris.preproc.image.Image at 0x7f4e002ccf10>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mypipeline = (\n",
    "    image.LoadImage(os.path.join(datadir, 'ms1.tif'))\n",
    "    * sar.BandMath(lambda x: (x[3] - x[2]) / (x[3] + x[2] + 0.1))\n",
    "    * image.SaveImage(os.path.join(datadir, 'output1.tif'))\n",
    ")\n",
    "\n",
    "mypipeline()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first command, `mypipeline = (...)`, creates an object in memory (actually, a linked list of objects) describing the desired workflow.  Once that's done, the computer knows what work to do, but the work hasn't actually happened yet.  The work all happens when the object is called with the second command, `mypipeline()`.\n",
    "\n",
    "Let's look at the first command more closely.  The new object `mypipeline` is built out of three objects representing each of the three steps in the flowchart.  These three objects are all instances of various classes in the `preproc` library.\n",
    "\n",
    "Objects of the `LoadImage` and `SaveImage` classes load and save a geotiff file, including available metadata.  The `BandMath` class does calculations with the different bands of an image.  The NDVI is defined as the difference of the near-infrared and red bands divided by their sum, and in our sample image the near-infrared and red bands are bands 3 and 2, respectively, which is why the formula looks the way it does.  The 0.1 in the denominator is just there to prevent division by zero.\n",
    "\n",
    "The `*` symbol plays a special role with classes that inherit from the `PipeSegment` base class, as mentioned in the introduction.  (Except for a couple special cases, every class in `preproc` is a subclass of `PipeSegment`.)  The `*` symbol tells the computer that we want to use the output of the preceeding object as the input to the following object.  In this way, the `mypipeline = (...)` command is a complete description of the flowchart above."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In any case, did the code actually work?  To find out, we could look at the output image, `output1.tif`.  With more complicated workflows it's often convenient to check intermediate results without the hassle of writing things to disk and opening them from there.  That's where the `ShowImage` and `ImageStats` classes come in.  The former will display the image and the latter will print descriptive statistics about it.  These classes pass on their input images unchanged, so they can be inserted anywhere into the pipeline that this information would be helpful."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Visible Spectrum\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Normalized Difference Vegetation Index\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ms1: 1 bands, 300x300, float64, {'geotransform': (593270.2919143771, 1.0000483155950517, 0.0, 5747657.4158721585, 0.0, -1.0000483155950517), 'projection_ref': 'PROJCS[\"WGS 84 / UTM zone 31N\",GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHEROID[\"WGS 84\",6378137,298.257223563,AUTHORITY[\"EPSG\",\"7030\"]],AUTHORITY[\"EPSG\",\"6326\"]],PRIMEM[\"Greenwich\",0,AUTHORITY[\"EPSG\",\"8901\"]],UNIT[\"degree\",0.0174532925199...\n",
      "\n",
      "        min       max      mean    median      std    pos  zero   neg  nan\n",
      "0 -0.972502  0.997769  0.440329  0.430321  0.35757  83584   288  6128    0\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<solaris.preproc.image.Image at 0x7f4e00190cd0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_pipeline_with_output = (\n",
    "    image.LoadImage(os.path.join(datadir, 'ms1.tif'))\n",
    "    * image.ShowImage(bands=[2,1,0], vmin=0, vmax=250, caption='Visible Spectrum')\n",
    "    * sar.BandMath(lambda x: (x[3] - x[2]) / (x[3] + x[2] + 0.1))\n",
    "    * image.SaveImage(os.path.join(datadir, 'output1.tif'))\n",
    "    * image.ShowImage(caption='Normalized Difference Vegetation Index')\n",
    "    * image.ImageStats()\n",
    ")\n",
    "\n",
    "my_pipeline_with_output()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It worked!  The NDVI ranges from -1 to 1 as expected, with vegetation indicated in white and everything else in gray or black.\n",
    "\n",
    "Note that `output1.tif` will only contain the result of the calculation, not the original image.  Creating an output image with both of those things uses branching, which is shown in Example 2."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 1 Follow-Up: Building a Reusable Class"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the code snippets above, we created objects describing workflows, then called them to do the work.  It's often better to start by defining a new class, from which such objects can be created.  For the pipeline in this example, a class can be created like this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<solaris.preproc.image.Image at 0x7f4e002cc710>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "class MyPipeline(pipesegment.PipeSegment):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.feeder = (\n",
    "            image.LoadImage(os.path.join(datadir, 'ms1.tif'))\n",
    "            * sar.BandMath(lambda x: (x[3] - x[2]) / (x[3] + x[2] + 0.1))\n",
    "            * image.SaveImage(os.path.join(datadir, 'output1.tif'))\n",
    "        )\n",
    "\n",
    "my_pipeline_instance = MyPipeline()\n",
    "my_pipeline_instance()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The class's constructor has a boilerplate `super().__init__()` command, then sets `self.feeder` to the desired workflow.  However, this class isn't very useful in real life, because the input and output paths are hardwired into the code.  To preserve flexibility, let's send them in as arguments to the constructor.  We'll also give variable names to all the different blocks of the flowchart, to more cleanly separate the descriptions of the individual blocks from the logic of how they are wired together."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<solaris.preproc.image.Image at 0x7f4e00254510>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "class MyBestPipeline(pipesegment.PipeSegment):\n",
    "    def __init__(self, input_path, output_path):\n",
    "        super().__init__()\n",
    "        load = image.LoadImage(input_path)\n",
    "        ndvi = sar.BandMath(lambda x: (x[3] - x[2]) / (x[3] + x[2] + 0.1))\n",
    "        save = image.SaveImage(output_path)\n",
    "        self.feeder = load * ndvi * save\n",
    "\n",
    "my_input_path = os.path.join(datadir, 'ms1.tif')\n",
    "my_output_path = os.path.join(datadir, 'output1.tif')\n",
    "my_best_pipeline_instance = MyBestPipeline(my_input_path, my_output_path)\n",
    "my_best_pipeline_instance()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The best part about defining a class, instead of just creating the object directly, is that the class is also a subclass of the `PipeSegment` base class.  That gives us the option of using our new class as a building block when building up a more-complicated workflow in the future."
   ]
  }
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